{"id":10021078,"date":"2025-11-14T22:08:52","date_gmt":"2025-11-14T14:08:52","guid":{"rendered":"https:\/\/itmax.cn\/?p=10021078"},"modified":"2025-11-14T22:08:52","modified_gmt":"2025-11-14T14:08:52","slug":"llm%e8%b0%83%e7%94%a8%e7%9a%84%e6%9c%80%e4%bd%b3%e6%95%b0%e6%8d%ae%e6%a0%bc%e5%bc%8f%ef%bc%9atoon%ef%bc%8c%e6%88%90%e6%9c%ac%e7%9b%b4%e9%99%8d50%ef%bd%9c%e9%99%84java%e4%bd%bf%e7%94%a8%e6%8c%87","status":"publish","type":"post","link":"https:\/\/itmax.cn\/?p=10021078","title":{"rendered":"LLM\u8c03\u7528\u7684\u6700\u4f73\u6570\u636e\u683c\u5f0f\uff1aTOON\uff0c\u6210\u672c\u76f4\u964d50%\uff5c\u9644Java\u4f7f\u7528\u6307\u5357"},"content":{"rendered":"<p>\u5728\u5927\u6a21\u578b\u9010\u6e10\u878d\u5165\u4e1a\u52a1\u7cfb\u7edf\u7684\u9636\u6bb5\uff0c\u7ed3\u6784\u5316\u6570\u636e\u8f93\u5165\/\u8f93\u51fa\u5df2\u6210\u4e3a\u843d\u5730\u5e94\u7528\u7684\u5fc5\u9700\uff1aRAG \u68c0\u7d22\u7ed3\u679c\u3001Agent \u5de5\u5177\u8c03\u7528\u53c2\u6570\u3001\u4e1a\u52a1\u67e5\u8be2\u7ed3\u679c\u3001\u6279\u5904\u7406\u5217\u8868\u7b49\u90fd\u9700\u8981\u8ba9\u81ea\u7136\u8bed\u8a00\u4e0e\u201c\u53ef\u673a\u8bfb\u201d\u7684\u7ed3\u6784\u5316\u683c\u5f0f\u4e92\u901a\u3002\u4e8b\u5b9e\u6807\u51c6\u662f JSON\uff0c\u4f46\u5728\u9ad8\u9891\u8c03\u7528\u3001\u6d77\u91cf\u6570\u636e\u573a\u666f\u4e0b\uff0cJSON \u7684\u6807\u70b9\u5f00\u9500\u4f1a\u663e\u8457\u63a8\u9ad8 token \u6210\u672c\u3002<\/p>\n<p>\u5982\u4e0bJSON\u683c\u5f0f\u7684\u4f8b\u5b50\uff1a<\/p>\n<pre><code class=\"json\">{\n  &quot;users&quot;: [\n    {&quot;id&quot;: 1, &quot;name&quot;: &quot;Alice&quot;, &quot;role&quot;: &quot;admin&quot;},\n    {&quot;id&quot;: 2, &quot;name&quot;: &quot;Bob&quot;, &quot;role&quot;: &quot;user&quot;}\n  ]\n}<\/code><\/pre>\n<p>Tokens \u4e3a <strong>47<\/strong>:<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000047400433\" alt=\"\" title=\"\"><\/p>\n<p>\u91c7\u7528 TOON \u683c\u5f0f\u4e4b\u540e\uff0c\u5185\u5bb9\u660e\u663e\u51cf\u5c11\uff1a<\/p>\n<pre><code>users[2]{id,name,role}:\n  1,Alice,admin\n  2,Bob,user<\/code><\/pre>\n<p>Tokens \u4e3a\uff1a<strong>24<\/strong><\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000047400434\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<p>\u5dee\u5f02\u7684\u6838\u5fc3\u5728\u4e8e\uff1aTOON \u7528\u201c\u7f29\u8fdb + \u4e00\u6b21\u6027\u5b57\u6bb5\u58f0\u660e\u201d\u7684\u65b9\u5f0f\u6d88\u9664\u4e86\u7edd\u5927\u90e8\u5206\u8bed\u6cd5\u6807\u70b9\u7684\u5197\u4f59\uff1b\u5f53\u4f60\u5728\u751f\u4ea7\u73af\u5883\u6bcf\u5929\u4f20\u8f93\u6210\u5343\u4e0a\u4e07\u6761\u8bb0\u5f55\u65f6\uff0c\u5197\u4f59\u6807\u70b9\u7684\u7d2f\u8ba1\u5f00\u9500\u4f1a\u76f4\u63a5\u8f6c\u5316\u4e3a\u53ef\u89c2\u7684 API \u8d39\u7528\u3002\u5b9e\u8df5\u8868\u660e\uff0cTOON \u5728\u8f93\u5165\u4fa7\u5e38\u5e26\u6765 40\u201360% \u7684 token \u8282\u7701\u3002<\/p>\n<h2>\u57fa\u51c6\u6d4b\u8bd5\uff1aTOKEN\u51cf\u5c11\u3001\u51c6\u786e\u7387\u4e0a\u5347<\/h2>\n<p>TOON\u683c\u5f0f\u5728LLM\u8c03\u7528\u65f6\u5019\u9664\u4e86\u5728Token\u6570\u91cf\u4e0a\u7684\u4f18\u5316\u4e4b\u5916\uff0c\u4e0d\u53ef\u5ffd\u7565\u7684\u662fLLM\u68c0\u7d22\u51c6\u786e\u7387\u3002\u5982\u679c\u5355\u7eafToken\u6570\u91cf\u51cf\u5c11\u4e86\uff0c\u800c\u51c6\u786e\u7387\u4e0b\u964d\u4e86\uff0c\u90a3\u610f\u4e49\u5c31\u4e0d\u5927\u4e86\u3002<\/p>\n<p>\u4ee5\u4e0b\u662fTOON\u5b98\u65b9\u4ed3\u5e93\u7ed9\u51fa\u7684\u7efc\u5408\u6548\u7387\u6392\u540d\uff1a<\/p>\n<pre><code>TOON           \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588   26.9  \u2502  73.9% acc  \u2502  2,744 tokens\nJSON compact   \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2591\u2591\u2591   22.9  \u2502  70.7% acc  \u2502  3,081 tokens\nYAML           \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2591\u2591\u2591\u2591\u2591\u2591   18.6  \u2502  69.0% acc  \u2502  3,719 tokens\nJSON           \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2591\u2591\u2591\u2591\u2591\u2591\u2591\u2591\u2591   15.3  \u2502  69.7% acc  \u2502  4,545 tokens\nXML            \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2591\u2591\u2591\u2591\u2591\u2591\u2591\u2591\u2591\u2591   13.0  \u2502  67.1% acc  \u2502  5,167 tokens<\/code><\/pre>\n<p>TOON \u7684\u51c6\u786e\u7387\u8fbe\u5230 73.9% \uff08JSON \u7684\u51c6\u786e\u7387\u4e3a 69.7%\uff09\uff0c\u540c\u65f6\u4f7f\u7528\u7684\u6807\u8bb0\u6570\u51cf\u5c11\u4e86 39.6% \u3002\u53ef\u4ee5\u770b\u5230TOON\u4e0d\u4ec5\u5728Token\u6570\u91cf\u4e0a\u6709\u4f18\u52bf\uff0c\u5728\u51c6\u786e\u7387\u4e0a\u4e5f\u6709\u660e\u663e\u4f18\u52bf\uff0c\u66f4\u591a\u57fa\u51c6\u6d4b\u8bd5\u7ed3\u679c\u8bf7\u53c2\u8003TOON\u5b98\u65b9\u4ed3\u5e93\u3002<\/p>\n<h2>\u4ec0\u4e48\u65f6\u5019\u4e0d\u7528 TOON<\/h2>\n<p>TOON \u683c\u5f0f\u5728\u5904\u7406\u7edf\u4e00\u7c7b\u578b\u7684\u5bf9\u8c61\u6570\u7ec4\u65f6\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u5176\u4ed6\u683c\u5f0f\u66f4\u4e3a\u5408\u9002\uff1a<\/p>\n<ul>\n<li>\u5d4c\u5957\u8fc7\u6df1\u6216\u7ed3\u6784\u4e0d\u89c4\u5219 \uff08\u8868\u683c\u9002\u7528\u6027 \u2248 0%\uff09\uff1aJSON-compact \u901a\u5e38\u4f7f\u7528\u8f83\u5c11\u7684\u6807\u8bb0\u3002\u4f8b\u5982\uff1a\u5177\u6709\u591a\u4e2a\u5d4c\u5957\u5c42\u7684\u590d\u6742\u914d\u7f6e\u5bf9\u8c61\u3002<\/li>\n<li>\u534a\u5747\u5300\u6570\u7ec4 \uff08\u7ea6 40-60% \u7b26\u5408\u8868\u683c\u683c\u5f0f\uff09\uff1aToken\u8282\u7701\u91cf\u51cf\u5c11\u3002\u5982\u679c\u60a8\u7684pipline\u5df2\u7ecf\u4f9d\u8d56\u4e8e JSON\uff0c\u5219\u5efa\u8bae\u4f18\u5148\u4f7f\u7528 JSON\u3002<\/li>\n<li>\u7eaf\u8868\u683c\u6570\u636e \uff1a\u5bf9\u4e8e\u5e73\u9762\u8868\u683c\uff0cCSV \u6bd4 TOON \u683c\u5f0f\u6587\u4ef6\u66f4\u5c0f\u3002TOON \u683c\u5f0f\u4ec5\u9700\u5c11\u91cf\u989d\u5916\u5f00\u9500\uff08\u7ea6 5-10%\uff09\u5373\u53ef\u63d0\u4f9b\u7ed3\u6784\u4fe1\u606f\uff08\u6570\u7ec4\u957f\u5ea6\u58f0\u660e\u3001\u5b57\u6bb5\u5934\u3001\u5206\u9694\u7b26\u4f5c\u7528\u57df\uff09\uff0c\u4ece\u800c\u63d0\u9ad8 LLM \u7684\u53ef\u9760\u6027\u3002<\/li>\n<li>\u5bf9\u5ef6\u8fdf\u8981\u6c42\u4e25\u683c\u7684\u5e94\u7528 \uff1a\u5982\u679c\u7aef\u5230\u7aef\u54cd\u5e94\u65f6\u95f4\u662f\u60a8\u7684\u9996\u8981\u8003\u8651\u56e0\u7d20\uff0c\u8bf7\u5728\u60a8\u7684\u5b9e\u9645\u73af\u5883\u4e2d\u8fdb\u884c\u57fa\u51c6\u6d4b\u8bd5\u3002\u67d0\u4e9b\u90e8\u7f72\uff08\u5c24\u5176\u662f\u50cf Ollama \u8fd9\u6837\u7684\u672c\u5730\/\u91cf\u5316\u6a21\u578b\uff09\u5373\u4f7f TOON \u7684Token\u6570\u91cf\u8f83\u5c11\uff0c\u5904\u7406\u7d27\u51d1\u578b JSON \u7684\u901f\u5ea6\u4e5f\u53ef\u80fd\u66f4\u5feb\u3002\u8bf7\u6d4b\u91cf\u4e24\u79cd\u683c\u5f0f\u7684 TTFT\u3001\u6bcf\u79d2Token\u6570\u548c\u603b\u65f6\u95f4\uff0c\u5e76\u4f7f\u7528\u901f\u5ea6\u66f4\u5feb\u7684\u683c\u5f0f\u3002<\/li>\n<\/ul>\n<h2>Java \u4e2d\u5982\u4f55\u4f7f\u7528 TOON<\/h2>\n<p>\u5bf9\u4e8e\u6570\u636e\u683c\u5f0f\u8f6c\u6362\uff0c\u5404\u4e3b\u6d41\u8bed\u8a00\u90fd\u6709\u597d\u7528\u7684SDK\u53ef\u4ee5\u76f4\u63a5\u62ff\u6765\u4f7f\u7528\u3002\u4ee5Java\u4e3a\u4f8b\uff0c\u53ef\u4ee5\u4f7f\u7528\uff1a<\/p>\n<pre><code class=\"xml\">&lt;dependency&gt;\n    &lt;groupId&gt;com.felipestanzani&lt;\/groupId&gt;\n    &lt;artifactId&gt;jtoon&lt;\/artifactId&gt;\n    &lt;version&gt;0.1.2&lt;\/version&gt;\n&lt;\/dependency&gt;<\/code><\/pre>\n<p>\u7528\u6cd5\u4e5f\u662f\u975e\u5e38\u7b80\u5355\uff0c\u6838\u5fc3API\u5982\u4e0b\uff1a<\/p>\n<pre><code class=\"java\">\/\/ Java \u5bf9\u8c61 \u2192 TOON \u5b57\u7b26\u4e32\nString toon = JToon.encode(object);\n\n\/\/ JSON \u5b57\u7b26\u4e32 \u2192 TOON\nString toon = JToon.encodeJson(jsonString);\n\n\/\/ TOON \u2192 Java \u5bf9\u8c61\nObject obj = JToon.decode(toonString);\n\n\/\/ TOON \u2192 JSON \u5b57\u7b26\u4e32\nString json = JToon.decodeToJson(toonString);<\/code><\/pre>\n<h2>\u5c0f\u7ed3<\/h2>\n<p>\u672c\u6587\u4ecb\u7ecd\u4e86LLM\u8c03\u7528\u65f6JSON\u683c\u5f0f\u8c03\u7528\u5728Token\u6d88\u8017\u7684\u52a3\u52bf\uff0c\u4ece\u800c\u5f15\u51faTOON\u683c\u5f0f\u3002\u5bf9\u4e8e\u5408\u9002\u573a\u666f\uff0c\u5982\u679c\u76ee\u524dToken\u6d88\u8017\u91cf\u504f\u9ad8\u7684\u5e94\u7528\uff0c\u53ef\u4ee5\u8003\u8651\u5728\u6570\u636e\u683c\u5f0f\u4e0a\u8fdb\u884c\u4f18\u5316\uff0c\u4ece\u800c\u5b9e\u73b0\u6210\u672c\u7684\u4f18\u5316\u3002\u76ee\u524d\u4f60\u90fd\u7528\u4ec0\u4e48\u683c\u5f0f\u5462\uff1f\u662f\u5426\u6709\u7528\u8fc7TOON\u5462\uff1f\u7559\u8a00\u533a\u53ef\u4ee5\u804a\u4e00\u804a\u3002<\/p>\n<blockquote><p>\u66f4\u591a\u6280\u672f\u5e72\u8d27\u5206\u4eab\u53ef\u4ee5\u5173\u6ce8<a href=\"https:\/\/link.segmentfault.com\/?enc=6ouN5XIG9LdT3VR%2FQMsmsg%3D%3D.LmxeadnWGEXJ5mzh0zuLIVVza611LNJjC0Fz6t91AP8%3D\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">\u6211\u7684\u4ee3\u7801\u4e16\u754c<\/a><\/p><\/blockquote>\n<p><a href=\"https:\/\/segmentfault.com\/a\/1190000047400431\">https:\/\/segmentfault.com\/a\/1190000047400431<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u5927\u6a21\u578b\u9010\u6e10\u878d\u5165\u4e1a\u52a1\u7cfb\u7edf\u7684\u9636\u6bb5\uff0c\u7ed3\u6784\u5316\u6570\u636e\u8f93\u5165\/\u8f93\u51fa\u5df2\u6210\u4e3a\u843d\u5730\u5e94\u7528\u7684\u5fc5\u9700\uff1aRAG \u68c0\u7d22\u7ed3\u679c\u3001Agent \u5de5\u5177\u8c03 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[4],"tags":[],"class_list":["post-10021078","post","type-post","status-publish","format-standard","hentry","category-share"],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10021078","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=10021078"}],"version-history":[{"count":0,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10021078\/revisions"}],"wp:attachment":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=10021078"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=10021078"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=10021078"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}